Coder Social home page Coder Social logo

j-douglas / neuralnetworkworkshop Goto Github PK

View Code? Open in Web Editor NEW
1.0 1.0 0.0 107 KB

As a VP of Education for the Waterloo Data Science Club, I ran the Neural Network and Computer Vision Workshop. This is a repository containing information from the workshop.

License: MIT License

Jupyter Notebook 100.00%

neuralnetworkworkshop's Introduction

WDSC โ€” Neural Network and Computer Vision Workshop

Summary

As the VP of Education, this was the workshop I presented for the Waterloo Data Science Club (WDSC). In the workshop, I go over the math and theory behind how neural networks work. In a notebook demo, I show two applications of neural networks: building a feedforward neural network from scratch and classifying images from the Fashion-MNIST dataset (computer vision). At the end of the workshop, I go over the 4 different types of layers used to create convolutional neural networks (CNN's), which are the most commonly used neural network architecture for computer vision.

Presentation

For the workshop, I create a slideshow that went over terms and concepts used in neural networks. You can look at the slideshow here.

Notebook

I created a notebook to demonstrate two applications of neural networks: a feedforward neural network made from scratch and an ANN made with TensorFlow for classifying images from the Fashion-MNIST dataset (computer vision). You can see the notebook here or click on the notebook file in this repository.

YouTube

The workshop was recorded and uploaded to YouTube! You can watch the video here.

neuralnetworkworkshop's People

Contributors

j-douglas avatar

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.